Research graph
References from Privacy Preserving Disease Prediction Across Multiple Hospitals Using CKKS Based Homomorphic Federated Learning. Local targets link to admitted publications; unresolved targets remain external evidence.
Systematic review of privacy-preserving Federated Learning in decentralized healthcare systems
10.1016/j.fraope.2025.100440 · 2025 · External reference
Unresolved reference
2024 · External reference
Unresolved reference
2021 · External reference
A Multi-Modal Tensor Ring Decomposition for Communication-Efficient and Trustworthy Federated Learning for ITS in COVID-19 Scenario
10.1109/tits.2023.3273167 · External reference
Federated Learning for Healthcare Informatics
10.1007/s41666-020-00082-4 · 2021 · External reference
CryptoGAN: Privacy-Preserving Federated Generative Adversarial Networks With Homomorphic Encryption in Healthcare Systems
10.1109/tcss.2025.3570990 · 2025 · External reference
Unresolved reference
2023 · External reference
A Privacy-Preserving Federated Learning Framework for Decentralized Healthcare Analytics
10.3390/electronics14163261 · 2025 · External reference
A Privacy-Preserving Federated Learning Method with Homomorphic Encryption for Chronic Kidney Disease Stage Prediction
10.48084/etasr.11928 · 2025 · External reference
End-to-End Privacy-Aware Federated Learning for Wearable Health Devices via Encrypted Aggregation in Programmable Networks
10.3390/s25227023 · 2025 · External reference
Unresolved reference
2022 · External reference
A Lightweight Privacy-Preserving Federated Learning Framework for Heterogeneity-Resilient Skin Cancer Diagnosis
2025 · External reference
A Robust Privacy-Preserving Federated Learning Model Against Model Poisoning Attacks
10.1109/tifs.2024.3420126 · 2024 · External reference
Dynamic Corrected Split Federated Learning With Homomorphic Encryption for U-Shaped Medical Image Networks
10.1109/jbhi.2023.3317632 · 2023 · External reference
Federated Learning Approach for Secured Medical Recommendation in Internet of Medical Things Using Homomorphic Encryption
10.1109/jbhi.2024.3350232 · 2024 · External reference
Homomorphic Encryption-Based Privacy-Preserving Federated Learning in IoT-Enabled Healthcare System
10.1109/tnse.2022.3185327 · 2023 · External reference
Unresolved reference
2025 · External reference
Unresolved reference
2025 · External reference
Unresolved reference
2024 · External reference
Securing a Local Training Dataset Size in Federated Learning
2022 · External reference
When Collaborative Federated Learning Meets Blockchain to Preserve Privacy in Healthcare
10.1109/tnse.2022.3211192 · 2023 · External reference
A Comprehensive Privacy-Preserving Federated Learning Scheme With Secure Authentication and Aggregation for Internet of Medical Things
10.1109/jbhi.2023.3304361 · External reference
Unresolved reference
2025 · External reference
Unresolved reference
2025 · External reference
Blockchain-Integrated Federated Learning Framework for Detecting False Data Injection Attacks in Power Systems With Homomorphic Encryption
10.1109/oajpe.2025.3631069 · 2025 · External reference
Energy-Efficient and Privacy-Preserving Blockchain Based Federated Learning for Smart Healthcare System
10.1109/tsc.2023.3332955 · 2024 · External reference
EPFFL: Enhancing Privacy and Fairness in Federated Learning for Distributed E-Healthcare Data Sharing Services
10.1109/tdsc.2024.3431542 · 2025 · External reference
Unresolved reference
2025 · External reference
Unresolved reference
2025 · External reference
SAFE: A Scalable Homomorphic Encryption Accelerator for Vertical Federated Learning
10.1109/tcad.2024.3496836 · External reference
Secure Federated Learning for Parkinson’s Disease: Non-IID Data Partitioning and Homomorphic Encryption Strategies
10.1109/access.2024.3454690 · 2024 · External reference
A Resource-Constrained and Privacy-Preserving Edge-Computing-Enabled Clinical Decision System: A Federated Reinforcement Learning Approach
10.1109/jiot.2021.3057653 · External reference
An Efficient Architecture for Edge AI Federated Learning With Homomorphic Encryption
10.1109/access.2025.3576689 · 2025 · External reference
Unresolved reference
2025 · External reference
Blockchain-Integrated Security for Real-Time Patient Monitoring in the Internet of Medical Things Using Federated Learning
2023 · External reference
Comparative Analysis of Federated Association Rules in a Simulated Environment for Medical Applications
External reference
Unresolved reference
2025 · External reference
Enhancing Intrusion Detection Through Federated Learning With Enhanced Ghost_BiNet and Homomorphic Encryption
10.1109/access.2024.3362347 · 2024 · External reference
Explainable AI With Homomorphic Encryption for Secure Cloud-Based ECG Analysis in Heart Disease Diagnosis
10.1109/access.2025.3614655 · 2025 · External reference
NeuroNimbus: Enabling Privacy-Preserving Real-Time Clinical Intelligence via Federated and Cloud-Orchestrated Deep Learning
10.1109/access.2025.3628552 · 2025 · External reference
Diabetes 130-US Hospitals for Years 1999–2008
10.24432/c5230j · 2014 · External reference
Federated Learning for Healthcare Informatics
10.1007/s41666-020-00082-4 · ExternalCitation · doi-reference
Systematic review of privacy-preserving Federated Learning in decentralized healthcare systems
10.1016/j.fraope.2025.100440 · ExternalCitation · doi-reference
Enhancing Intrusion Detection Through Federated Learning With Enhanced Ghost_BiNet and Homomorphic Encryption
10.1109/access.2024.3362347 · ExternalCitation · doi-reference
Secure Federated Learning for Parkinson’s Disease: Non-IID Data Partitioning and Homomorphic Encryption Strategies
10.1109/access.2024.3454690 · ExternalCitation · doi-reference
An Efficient Architecture for Edge AI Federated Learning With Homomorphic Encryption
10.1109/access.2025.3576689 · ExternalCitation · doi-reference
Explainable AI With Homomorphic Encryption for Secure Cloud-Based ECG Analysis in Heart Disease Diagnosis
10.1109/access.2025.3614655 · ExternalCitation · doi-reference
NeuroNimbus: Enabling Privacy-Preserving Real-Time Clinical Intelligence via Federated and Cloud-Orchestrated Deep Learning
10.1109/access.2025.3628552 · ExternalCitation · doi-reference
A Comprehensive Privacy-Preserving Federated Learning Scheme With Secure Authentication and Aggregation for Internet of Medical Things
10.1109/jbhi.2023.3304361 · ExternalCitation · doi-reference
Dynamic Corrected Split Federated Learning With Homomorphic Encryption for U-Shaped Medical Image Networks
10.1109/jbhi.2023.3317632 · ExternalCitation · doi-reference
Federated Learning Approach for Secured Medical Recommendation in Internet of Medical Things Using Homomorphic Encryption
10.1109/jbhi.2024.3350232 · ExternalCitation · doi-reference
A Resource-Constrained and Privacy-Preserving Edge-Computing-Enabled Clinical Decision System: A Federated Reinforcement Learning Approach
10.1109/jiot.2021.3057653 · ExternalCitation · doi-reference
Blockchain-Integrated Federated Learning Framework for Detecting False Data Injection Attacks in Power Systems With Homomorphic Encryption
10.1109/oajpe.2025.3631069 · ExternalCitation · doi-reference
SAFE: A Scalable Homomorphic Encryption Accelerator for Vertical Federated Learning
10.1109/tcad.2024.3496836 · ExternalCitation · doi-reference
CryptoGAN: Privacy-Preserving Federated Generative Adversarial Networks With Homomorphic Encryption in Healthcare Systems
10.1109/tcss.2025.3570990 · ExternalCitation · doi-reference
EPFFL: Enhancing Privacy and Fairness in Federated Learning for Distributed E-Healthcare Data Sharing Services
10.1109/tdsc.2024.3431542 · ExternalCitation · doi-reference
A Robust Privacy-Preserving Federated Learning Model Against Model Poisoning Attacks
10.1109/tifs.2024.3420126 · ExternalCitation · doi-reference
A Multi-Modal Tensor Ring Decomposition for Communication-Efficient and Trustworthy Federated Learning for ITS in COVID-19 Scenario
10.1109/tits.2023.3273167 · ExternalCitation · doi-reference
Homomorphic Encryption-Based Privacy-Preserving Federated Learning in IoT-Enabled Healthcare System
10.1109/tnse.2022.3185327 · ExternalCitation · doi-reference
When Collaborative Federated Learning Meets Blockchain to Preserve Privacy in Healthcare
10.1109/tnse.2022.3211192 · ExternalCitation · doi-reference
Energy-Efficient and Privacy-Preserving Blockchain Based Federated Learning for Smart Healthcare System
10.1109/tsc.2023.3332955 · ExternalCitation · doi-reference
Diabetes 130-US Hospitals for Years 1999–2008
10.24432/c5230j · ExternalCitation · doi-reference
A Privacy-Preserving Federated Learning Framework for Decentralized Healthcare Analytics
10.3390/electronics14163261 · ExternalCitation · doi-reference
End-to-End Privacy-Aware Federated Learning for Wearable Health Devices via Encrypted Aggregation in Programmable Networks
10.3390/s25227023 · ExternalCitation · doi-reference
A Privacy-Preserving Federated Learning Method with Homomorphic Encryption for Chronic Kidney Disease Stage Prediction
10.48084/etasr.11928 · ExternalCitation · doi-reference